Pandas Profiling Report

Dataset statistics

Number of variables	9
Number of observations	800
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	8
Duplicate rows (%)	1.0%
Total size in memory	50.9 KiB
Average record size in memory	65.2 B

Variable types

Numeric	8
Boolean	1

Alerts

Dataset has 8 (1.0%) duplicate rows	Duplicates
`Total` is highly correlated with `HP` and 5 other fields	High correlation
`HP` is highly correlated with `Total` and 1 other fields	High correlation
`Attack` is highly correlated with `Total` and 2 other fields	High correlation
`Defense` is highly correlated with `Total` and 2 other fields	High correlation
`Sp. Atk` is highly correlated with `Total` and 1 other fields	High correlation
`Sp. Def` is highly correlated with `Total` and 2 other fields	High correlation
`Speed` is highly correlated with `Total`	High correlation
`Total` is highly correlated with `HP` and 6 other fields	High correlation
`HP` is highly correlated with `Total`	High correlation
`Attack` is highly correlated with `Total`	High correlation
`Defense` is highly correlated with `Total` and 1 other fields	High correlation
`Sp. Atk` is highly correlated with `Total` and 1 other fields	High correlation
`Sp. Def` is highly correlated with `Total` and 2 other fields	High correlation
`Speed` is highly correlated with `Total`	High correlation
`Legendary` is highly correlated with `Total`	High correlation
`Total` is highly correlated with `HP` and 4 other fields	High correlation
`HP` is highly correlated with `Total`	High correlation
`Attack` is highly correlated with `Total`	High correlation
`Defense` is highly correlated with `Total`	High correlation
`Sp. Atk` is highly correlated with `Total`	High correlation
`Sp. Def` is highly correlated with `Total`	High correlation
`Total` is highly correlated with `HP` and 6 other fields	High correlation
`HP` is highly correlated with `Total` and 2 other fields	High correlation
`Attack` is highly correlated with `Total` and 2 other fields	High correlation
`Defense` is highly correlated with `Total` and 3 other fields	High correlation
`Sp. Atk` is highly correlated with `Total` and 3 other fields	High correlation
`Sp. Def` is highly correlated with `Total` and 2 other fields	High correlation
`Speed` is highly correlated with `Total` and 1 other fields	High correlation
`Legendary` is highly correlated with `Total` and 1 other fields	High correlation

Reproduction

Analysis started	2022-03-16 04:23:27.667980
Analysis finished	2022-03-16 04:23:33.674632
Duration	6.01 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

Total
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	200
Distinct (%)	25.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	435.1025

Minimum	180
Maximum	780
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.4 KiB

Quantile statistics

Minimum	180
5-th percentile	250
Q1	330
median	450
Q3	515
95-th percentile	630
Maximum	780
Range	600
Interquartile range (IQR)	185

Descriptive statistics

Standard deviation	119.9630398
Coefficient of variation (CV)	0.2757121362
Kurtosis	-0.5074607103
Mean	435.1025
Median Absolute Deviation (MAD)	85
Skewness	0.1525299234
Sum	348082
Variance	14391.13091
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
600	37	4.6%
405	26	3.2%
580	23	2.9%
500	23	2.9%
300	19	2.4%
490	18	2.2%
525	16	2.0%
495	15	1.9%
330	15	1.9%
480	15	1.9%
Other values (190)	593	74.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
180	1	0.1%
190	1	0.1%
194	1	0.1%
195	3	0.4%
198	1	0.1%
200	3	0.4%
205	5	0.6%
210	3	0.4%
213	1	0.1%
215	1	0.1%

Value	Count	Frequency (%)
780	3	0.4%
770	2	0.2%
720	1	0.1%
700	9	1.1%
680	13	1.6%
670	4	0.5%
660	1	0.1%
640	1	0.1%
635	1	0.1%
634	2	0.2%

HP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	94
Distinct (%)	11.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	69.25875

Minimum	1
Maximum	255
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.4 KiB

Quantile statistics

Minimum	1
5-th percentile	35.95
Q1	50
median	65
Q3	80
95-th percentile	110
Maximum	255
Range	254
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	25.53466903
Coefficient of variation (CV)	0.368685098
Kurtosis	7.232078374
Mean	69.25875
Median Absolute Deviation (MAD)	15
Skewness	1.568224376
Sum	55407
Variance	652.0193226
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	67	8.4%
50	63	7.9%
70	57	7.1%
65	46	5.8%
80	43	5.4%
75	43	5.4%
45	38	4.8%
40	38	4.8%
55	37	4.6%
100	32	4.0%
Other values (84)	336	42.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.1%
10	1	0.1%
20	6	0.8%
25	2	0.2%
28	1	0.1%
30	13	1.6%
31	1	0.1%
35	15	1.9%
36	1	0.1%
37	1	0.1%

Value	Count	Frequency (%)
255	1	0.1%
250	1	0.1%
190	1	0.1%
170	1	0.1%
165	1	0.1%
160	1	0.1%
150	4	0.5%
144	1	0.1%
140	1	0.1%
135	1	0.1%

Attack
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	111
Distinct (%)	13.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	79.00125

Minimum	5
Maximum	190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.4 KiB

Quantile statistics

Minimum	5
5-th percentile	30
Q1	55
median	75
Q3	100
95-th percentile	136.2
Maximum	190
Range	185
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	32.45736587
Coefficient of variation (CV)	0.4108462318
Kurtosis	0.1697173149
Mean	79.00125
Median Absolute Deviation (MAD)	20
Skewness	0.551613748
Sum	63201
Variance	1053.480599
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	40	5.0%
65	39	4.9%
50	37	4.6%
80	37	4.6%
85	33	4.1%
60	33	4.1%
75	32	4.0%
70	31	3.9%
90	30	3.8%
55	30	3.8%
Other values (101)	458	57.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	2	0.2%
10	3	0.4%
15	1	0.1%
20	8	1.0%
22	1	0.1%
23	1	0.1%
24	1	0.1%
25	7	0.9%
27	1	0.1%
29	1	0.1%

Value	Count	Frequency (%)
190	1	0.1%
185	1	0.1%
180	3	0.4%
170	2	0.2%
165	3	0.4%
164	1	0.1%
160	5	0.6%
155	2	0.2%
150	11	1.4%
147	1	0.1%

Defense
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	103
Distinct (%)	12.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	73.8425

Minimum	5
Maximum	230
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.4 KiB

Quantile statistics

Minimum	5
5-th percentile	35
Q1	50
median	70
Q3	90
95-th percentile	130
Maximum	230
Range	225
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	31.18350056
Coefficient of variation (CV)	0.422297465
Kurtosis	2.72626036
Mean	73.8425
Median Absolute Deviation (MAD)	20
Skewness	1.155912303
Sum	59074
Variance	972.4107071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	54	6.8%
50	49	6.1%
60	46	5.8%
80	39	4.9%
40	36	4.5%
65	36	4.5%
90	35	4.4%
100	33	4.1%
45	32	4.0%
55	32	4.0%
Other values (93)	408	51.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	2	0.2%
10	1	0.1%
15	4	0.5%
20	4	0.5%
23	1	0.1%
25	2	0.2%
28	1	0.1%
30	14	1.8%
32	2	0.2%
33	1	0.1%

Value	Count	Frequency (%)
230	3	0.4%
200	2	0.2%
184	1	0.1%
180	3	0.4%
168	1	0.1%
160	3	0.4%
150	7	0.9%
145	2	0.2%
140	6	0.8%
135	2	0.2%

Sp. Atk
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	105
Distinct (%)	13.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.82

Minimum	10
Maximum	194
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.4 KiB

Quantile statistics

Minimum	10
5-th percentile	30
Q1	49.75
median	65
Q3	95
95-th percentile	131.05
Maximum	194
Range	184
Interquartile range (IQR)	45.25

Descriptive statistics

Standard deviation	32.72229417
Coefficient of variation (CV)	0.4493586126
Kurtosis	0.2978936607
Mean	72.82
Median Absolute Deviation (MAD)	20
Skewness	0.7446624978
Sum	58256
Variance	1070.748536
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	51	6.4%
40	49	6.1%
65	44	5.5%
50	39	4.9%
55	35	4.4%
45	33	4.1%
70	30	3.8%
35	29	3.6%
85	27	3.4%
95	27	3.4%
Other values (95)	436	54.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	3	0.4%
15	4	0.5%
20	8	1.0%
23	1	0.1%
24	2	0.2%
25	11	1.4%
27	2	0.2%
29	1	0.1%
30	24	3.0%
31	1	0.1%

Value	Count	Frequency (%)
194	1	0.1%
180	3	0.4%
175	1	0.1%
170	3	0.4%
165	2	0.2%
160	2	0.2%
159	1	0.1%
154	2	0.2%
150	9	1.1%
145	4	0.5%

Sp. Def
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	92
Distinct (%)	11.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	71.9025

Minimum	20
Maximum	230
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.4 KiB

Quantile statistics

Minimum	20
5-th percentile	32.95
Q1	50
median	70
Q3	90
95-th percentile	120
Maximum	230
Range	210
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	27.8289158
Coefficient of variation (CV)	0.3870368318
Kurtosis	1.628394057
Mean	71.9025
Median Absolute Deviation (MAD)	20
Skewness	0.8540186115
Sum	57522
Variance	774.4485544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	52	6.5%
50	50	6.2%
55	47	5.9%
65	44	5.5%
60	43	5.4%
70	40	5.0%
75	40	5.0%
90	36	4.5%
45	35	4.4%
40	30	3.8%
Other values (82)	383	47.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20	6	0.8%
23	1	0.1%
25	11	1.4%
30	20	2.5%
31	1	0.1%
32	1	0.1%
33	1	0.1%
34	1	0.1%
35	18	2.2%
36	1	0.1%

Value	Count	Frequency (%)
230	1	0.1%
200	1	0.1%
160	2	0.2%
154	3	0.4%
150	7	0.9%
140	2	0.2%
138	1	0.1%
135	4	0.5%
130	9	1.1%
129	1	0.1%

Speed
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	108
Distinct (%)	13.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	68.2775

Minimum	5
Maximum	180
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.4 KiB

Quantile statistics

Minimum	5
5-th percentile	25
Q1	45
median	65
Q3	90
95-th percentile	115
Maximum	180
Range	175
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	29.06047372
Coefficient of variation (CV)	0.4256229903
Kurtosis	-0.2364366728
Mean	68.2775
Median Absolute Deviation (MAD)	21
Skewness	0.3579332951
Sum	54622
Variance	844.5111327
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	46	5.8%
60	44	5.5%
70	37	4.6%
65	36	4.5%
30	35	4.4%
80	33	4.1%
40	32	4.0%
90	31	3.9%
100	31	3.9%
55	30	3.8%
Other values (98)	445	55.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	2	0.2%
10	3	0.4%
15	9	1.1%
20	15	1.9%
22	1	0.1%
23	4	0.5%
24	1	0.1%
25	10	1.2%
28	4	0.5%
29	3	0.4%

Value	Count	Frequency (%)
180	1	0.1%
160	1	0.1%
150	4	0.5%
145	3	0.4%
140	2	0.2%
135	2	0.2%
130	6	0.8%
128	1	0.1%
127	1	0.1%
126	1	0.1%

Generation
Real number (ℝ_≥0)

Distinct	6
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.32375

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	5
95-th percentile	6
Maximum	6
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.6612904
Coefficient of variation (CV)	0.4998241145
Kurtosis	-1.239575758
Mean	3.32375
Median Absolute Deviation (MAD)	2
Skewness	0.01425810028
Sum	2659
Variance	2.759885795
Monotonicity	Increasing

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	166	20.8%
5	165	20.6%
3	160	20.0%
4	121	15.1%
2	106	13.2%
6	82	10.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	166	20.8%
2	106	13.2%
3	160	20.0%
4	121	15.1%
5	165	20.6%
6	82	10.2%

Value	Count	Frequency (%)
6	82	10.2%
5	165	20.6%
4	121	15.1%
3	160	20.0%
2	106	13.2%
1	166	20.8%

Legendary
Boolean

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	928.0 B

False	735
True	65

Common Values
Chart

Value	Count	Frequency (%)
False	735	91.9%
True	65	8.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Total	HP	Attack	Defense	Sp. Atk	Sp. Def	Speed	Generation	Legendary
0	318	45	49	49	65	65	45	1	False
1	405	60	62	63	80	80	60	1	False
2	525	80	82	83	100	100	80	1	False
3	625	80	100	123	122	120	80	1	False
4	309	39	52	43	60	50	65	1	False
5	405	58	64	58	80	65	80	1	False
6	534	78	84	78	109	85	100	1	False
7	634	78	130	111	130	85	100	1	False
8	634	78	104	78	159	115	100	1	False
9	314	44	48	65	50	64	43	1	False

Last rows

	Total	HP	Attack	Defense	Sp. Atk	Sp. Def	Speed	Generation	Legendary
790	245	40	30	35	45	40	55	6	False
791	535	85	70	80	97	80	123	6	False
792	680	126	131	95	131	98	99	6	True
793	680	126	131	95	131	98	99	6	True
794	600	108	100	121	81	95	95	6	True
795	600	50	100	150	100	150	50	6	True
796	700	50	160	110	160	110	110	6	True
797	600	80	110	60	150	130	70	6	True
798	680	80	160	60	170	130	80	6	True
799	600	80	110	120	130	90	70	6	True

Most frequently occurring

	Total	HP	Attack	Defense	Sp. Atk	Sp. Def	Speed	Generation	Legendary	# duplicates
4	520	50	65	107	105	107	86	4	False	5
1	316	50	53	48	53	48	64	5	False	3
3	498	75	98	63	98	63	101	5	False	3
0	205	50	35	55	25	25	15	3	False	2
2	466	74	48	76	83	81	104	6	False	2
5	580	79	115	70	125	80	111	5	True	2
6	580	91	72	90	129	90	108	5	False	2
7	680	126	131	95	131	98	99	6	True	2

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequently occurring